MiniMax-Coding-Plan-MCP

Provides a Python MCP (Model Context Protocol) server with coding-plan specific tools, including web search and image understanding, intended to be used by MCP-compatible coding assistants via stdio (local) or SSE (network/cloud) transports.

Evaluated Mar 30, 2026 (21d ago)
Homepage ↗ Repo ↗ DevTools mcp coding-plan web-search vision image-analysis python
⚙ Agent Friendliness
53
/ 100
Can an agent use this?
🔒 Security
53
/ 100
Is it safe for agents?
⚡ Reliability
20
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
70
Documentation
65
Error Messages
--
Auth Simplicity
75
Rate Limits
5

🔒 Security

TLS Enforcement
65
Auth Strength
60
Scope Granularity
10
Dep. Hygiene
55
Secret Handling
75

Transport security is implied via HTTPS API hosts, but explicit TLS-only enforcement is not stated. Auth is API-key based without documented scope granularity. README instructs setting secrets via environment variables (good practice), but does not explicitly discuss log redaction or secret leakage. Dependency hygiene is unknown from the provided content (no CVE/security scan data shown).

⚡ Reliability

Uptime/SLA
0
Version Stability
35
Breaking Changes
20
Error Recovery
25
AF Security Reliability

Best When

You want coding-assistant workflows to call MCP tools for web_search and understand_image with minimal client-side setup.

Avoid When

You need fine-grained operational guarantees (SLA/uptime), detailed rate-limit semantics, or comprehensive error/retry specifications.

Use Cases

  • Search the web for code-relevant information and sources during planning or implementation
  • Analyze images (from URLs or local files) to extract information relevant to coding tasks
  • Integrate coding-plan context tools into MCP-capable IDE/agent clients (Claude Desktop, Cursor, etc.)

Not For

  • Direct use as a general-purpose public API for arbitrary clients (it is primarily an MCP server tool provider)
  • Use cases requiring a fully specified, versioned REST/OpenAPI contract
  • Environments where external web access or image processing is not allowed

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

Methods: API key via MINIMAX_API_KEY
OAuth: No Scopes: No

Authentication is configured via environment variables (MINIMAX_API_KEY and region-matched MINIMAX_API_HOST). The README emphasizes that the host and key must match region.

Pricing

Free tier: No
Requires CC: No

Cost details are not provided in the README content shown.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • API host must match the region of the API key (Global vs Mainland), otherwise 'Invalid API key' occurs.
  • Claude Desktop on Windows may require enabling Developer Mode.
  • If using uvx via MCP clients, ensure the correct uvx command/path is available (uvx ENOENT troubleshooting).
  • SSE transport notes recommend using URLs for input when deployed in the cloud.

Alternatives

Full Evaluation Report

Comprehensive deep-dive: security analysis, reliability audit, agent experience review, cost modeling, competitive positioning, and improvement roadmap for MiniMax-Coding-Plan-MCP.

AI-powered analysis · PDF + markdown · Delivered within 30 minutes

$99

Package Brief

Quick verdict, integration guide, cost projections, gotchas with workarounds, and alternatives comparison.

Delivered within 10 minutes

$3

Score Monitoring

Get alerted when this package's AF, security, or reliability scores change significantly. Stay ahead of regressions.

Continuous monitoring

$3/mo

Scores are editorial opinions as of 2026-03-30.

8642
Packages Evaluated
17761
Need Evaluation
586
Need Re-evaluation
Community Powered